mirror of
https://github.com/encounter/adk-python.git
synced 2026-07-09 18:19:28 -07:00
feat: Implement GcsEvalSetResultsManager to handle storage of eval sets on GCS, and refactor eval set results manager
Eval results will be stored as json files under `gs://{bucket_name}/{app_name}/evals/eval_history/`
PiperOrigin-RevId: 770499242
This commit is contained in:
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Copybara-Service
parent
1551bd4f4d
commit
0a5cf45a75
@@ -0,0 +1,44 @@
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# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from __future__ import annotations
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import time
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from .eval_result import EvalCaseResult
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from .eval_result import EvalSetResult
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def _sanitize_eval_set_result_name(eval_set_result_name: str) -> str:
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"""Sanitizes the eval set result name."""
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return eval_set_result_name.replace("/", "_")
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def create_eval_set_result(
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app_name: str,
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eval_set_id: str,
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eval_case_results: list[EvalCaseResult],
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) -> EvalSetResult:
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"""Creates a new EvalSetResult given eval_case_results."""
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timestamp = time.time()
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eval_set_result_id = f"{app_name}_{eval_set_id}_{timestamp}"
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eval_set_result_name = _sanitize_eval_set_result_name(eval_set_result_id)
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eval_set_result = EvalSetResult(
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eval_set_result_id=eval_set_result_id,
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eval_set_result_name=eval_set_result_name,
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eval_set_id=eval_set_id,
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eval_case_results=eval_case_results,
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creation_timestamp=timestamp,
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)
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return eval_set_result
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@@ -36,8 +36,9 @@ class EvalCaseResult(BaseModel):
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populate_by_name=True,
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)
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eval_set_file: str = Field(
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eval_set_file: Optional[str] = Field(
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deprecated=True,
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default=None,
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description="This field is deprecated, use eval_set_id instead.",
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)
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eval_set_id: str = ""
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@@ -49,11 +50,15 @@ class EvalCaseResult(BaseModel):
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final_eval_status: EvalStatus
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"""Final eval status for this eval case."""
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eval_metric_results: list[tuple[EvalMetric, EvalMetricResult]] = Field(
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deprecated=True,
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description=(
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"This field is deprecated, use overall_eval_metric_results instead."
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),
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eval_metric_results: Optional[list[tuple[EvalMetric, EvalMetricResult]]] = (
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Field(
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deprecated=True,
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default=None,
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description=(
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"This field is deprecated, use overall_eval_metric_results"
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" instead."
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),
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)
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)
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overall_eval_metric_results: list[EvalMetricResult]
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@@ -80,7 +85,7 @@ class EvalSetResult(BaseModel):
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populate_by_name=True,
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)
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eval_set_result_id: str
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eval_set_result_name: str
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eval_set_result_name: Optional[str] = None
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eval_set_id: str
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eval_case_results: list[EvalCaseResult] = Field(default_factory=list)
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creation_timestamp: float = 0.0
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@@ -16,6 +16,7 @@ from __future__ import annotations
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from abc import ABC
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from abc import abstractmethod
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from typing import Optional
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from .eval_result import EvalCaseResult
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from .eval_result import EvalSetResult
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@@ -38,7 +39,11 @@ class EvalSetResultsManager(ABC):
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def get_eval_set_result(
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self, app_name: str, eval_set_result_id: str
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) -> EvalSetResult:
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"""Returns an EvalSetResult identified by app_name and eval_set_result_id."""
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"""Returns the EvalSetResult from app_name and eval_set_result_id.
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Raises:
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NotFoundError: If the EvalSetResult is not found.
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"""
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raise NotImplementedError()
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@abstractmethod
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@@ -0,0 +1,121 @@
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# Copyright 2025 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from __future__ import annotations
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import logging
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from google.cloud import exceptions as cloud_exceptions
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from google.cloud import storage
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from typing_extensions import override
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from ..errors.not_found_error import NotFoundError
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from ._eval_set_results_manager_utils import create_eval_set_result
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from .eval_result import EvalCaseResult
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from .eval_result import EvalSetResult
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from .eval_set_results_manager import EvalSetResultsManager
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logger = logging.getLogger("google_adk." + __name__)
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_EVAL_HISTORY_DIR = "evals/eval_history"
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_EVAL_SET_RESULT_FILE_EXTENSION = ".evalset_result.json"
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class GcsEvalSetResultsManager(EvalSetResultsManager):
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"""An EvalSetResultsManager that stores eval results in a GCS bucket."""
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def __init__(self, bucket_name: str, **kwargs):
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"""Initializes the GcsEvalSetsManager.
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Args:
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bucket_name: The name of the bucket to use.
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**kwargs: Keyword arguments to pass to the Google Cloud Storage client.
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"""
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self.bucket_name = bucket_name
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self.storage_client = storage.Client(**kwargs)
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self.bucket = self.storage_client.bucket(self.bucket_name)
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# Check if the bucket exists.
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if not self.bucket.exists():
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raise ValueError(
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f"Bucket `{self.bucket_name}` does not exist. Please create it before"
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" using the GcsEvalSetsManager."
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)
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def _get_eval_history_dir(self, app_name: str) -> str:
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return f"{app_name}/{_EVAL_HISTORY_DIR}"
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def _get_eval_set_result_blob_name(
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self, app_name: str, eval_set_result_id: str
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) -> str:
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eval_history_dir = self._get_eval_history_dir(app_name)
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return f"{eval_history_dir}/{eval_set_result_id}{_EVAL_SET_RESULT_FILE_EXTENSION}"
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def _write_eval_set_result(
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self, blob_name: str, eval_set_result: EvalSetResult
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):
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"""Writes an EvalSetResult to GCS."""
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blob = self.bucket.blob(blob_name)
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blob.upload_from_string(
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eval_set_result.model_dump_json(indent=2),
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content_type="application/json",
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)
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@override
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def save_eval_set_result(
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self,
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app_name: str,
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eval_set_id: str,
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eval_case_results: list[EvalCaseResult],
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) -> None:
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"""Creates and saves a new EvalSetResult given eval_case_results."""
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eval_set_result = create_eval_set_result(
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app_name, eval_set_id, eval_case_results
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)
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eval_set_result_blob_name = self._get_eval_set_result_blob_name(
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app_name, eval_set_result.eval_set_result_id
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)
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logger.info("Writing eval result to blob: %s", eval_set_result_blob_name)
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self._write_eval_set_result(eval_set_result_blob_name, eval_set_result)
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@override
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def get_eval_set_result(
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self, app_name: str, eval_set_result_id: str
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) -> EvalSetResult:
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"""Returns an EvalSetResult from app_name and eval_set_result_id."""
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eval_set_result_blob_name = self._get_eval_set_result_blob_name(
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app_name, eval_set_result_id
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)
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blob = self.bucket.blob(eval_set_result_blob_name)
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if not blob.exists():
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raise NotFoundError(f"Eval set result `{eval_set_result_id}` not found.")
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eval_set_result_data = blob.download_as_text()
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return EvalSetResult.model_validate_json(eval_set_result_data)
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@override
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def list_eval_set_results(self, app_name: str) -> list[str]:
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"""Returns the eval result ids that belong to the given app_name."""
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eval_history_dir = self._get_eval_history_dir(app_name)
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eval_set_results = []
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try:
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for blob in self.bucket.list_blobs(prefix=eval_history_dir):
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eval_set_result_id = blob.name.split("/")[-1].removesuffix(
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_EVAL_SET_RESULT_FILE_EXTENSION
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)
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eval_set_results.append(eval_set_result_id)
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return sorted(eval_set_results)
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except cloud_exceptions.NotFound as e:
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raise ValueError(
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f"App `{app_name}` not found in GCS bucket `{self.bucket_name}`."
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) from e
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@@ -17,10 +17,11 @@ from __future__ import annotations
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import json
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import logging
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import os
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import time
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from typing_extensions import override
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from ..errors.not_found_error import NotFoundError
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from ._eval_set_results_manager_utils import create_eval_set_result
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from .eval_result import EvalCaseResult
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from .eval_result import EvalSetResult
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from .eval_set_results_manager import EvalSetResultsManager
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@@ -31,10 +32,6 @@ _ADK_EVAL_HISTORY_DIR = ".adk/eval_history"
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_EVAL_SET_RESULT_FILE_EXTENSION = ".evalset_result.json"
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def _sanitize_eval_set_result_name(eval_set_result_name: str) -> str:
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return eval_set_result_name.replace("/", "_")
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class LocalEvalSetResultsManager(EvalSetResultsManager):
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"""An EvalSetResult manager that stores eval set results locally on disk."""
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@@ -49,15 +46,8 @@ class LocalEvalSetResultsManager(EvalSetResultsManager):
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eval_case_results: list[EvalCaseResult],
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) -> None:
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"""Creates and saves a new EvalSetResult given eval_case_results."""
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timestamp = time.time()
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eval_set_result_id = app_name + "_" + eval_set_id + "_" + str(timestamp)
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eval_set_result_name = _sanitize_eval_set_result_name(eval_set_result_id)
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eval_set_result = EvalSetResult(
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eval_set_result_id=eval_set_result_id,
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eval_set_result_name=eval_set_result_name,
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eval_set_id=eval_set_id,
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eval_case_results=eval_case_results,
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creation_timestamp=timestamp,
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eval_set_result = create_eval_set_result(
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app_name, eval_set_id, eval_case_results
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)
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# Write eval result file, with eval_set_result_name.
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app_eval_history_dir = self._get_eval_history_dir(app_name)
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@@ -67,7 +57,7 @@ class LocalEvalSetResultsManager(EvalSetResultsManager):
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eval_set_result_json = eval_set_result.model_dump_json()
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eval_set_result_file_path = os.path.join(
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app_eval_history_dir,
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eval_set_result_name + _EVAL_SET_RESULT_FILE_EXTENSION,
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eval_set_result.eval_set_result_name + _EVAL_SET_RESULT_FILE_EXTENSION,
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)
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logger.info("Writing eval result to file: %s", eval_set_result_file_path)
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with open(eval_set_result_file_path, "w") as f:
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@@ -87,9 +77,7 @@ class LocalEvalSetResultsManager(EvalSetResultsManager):
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+ _EVAL_SET_RESULT_FILE_EXTENSION
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)
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if not os.path.exists(maybe_eval_result_file_path):
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raise ValueError(
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f"Eval set result `{eval_set_result_id}` does not exist."
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)
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raise NotFoundError(f"Eval set result `{eval_set_result_id}` not found.")
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with open(maybe_eval_result_file_path, "r") as file:
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eval_result_data = json.load(file)
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return EvalSetResult.model_validate_json(eval_result_data)
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